BenchLeader

Time per task: chat reply

A short assistant turn: 400 tokens of context in, 300 tokens out. Time = time to first answer + output tokens ÷ output speed.

As of 25 Oct 2026, BenchLeader ranks Celeris-1 first on the Time per task: chat reply board at 0.7 s, ahead of Gemini 2.5 Flash-Lite (1.3 s) and Gemini 2.5 Flash (1.8 s).

520 models · data as of 25 Oct 2026

244 of 244
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1DeepSeek V4 Flash 0420max2.1 min57.0
2Qwen3.6 Plus1.8 min58.8
3Ling Flash 2.01.2 min44.4
4DeepSeek R1 05281.2 min49.5
5GPT-5.3-Codexxhigh1.1 min63.8
6Seed-OSS-36B-Instruct1.1 min46.8
7Qwen3.8 2.4T A95B56.4 s61.0
8MiniMax M2.752.3 s55.6
9GPT-5.4 Pro48.9 s63.3
10Qwen3.8-Flash-Next46.8 s60.3
11Kimi K2.7 Code45.0 s55.8
12MiMo-V2.6-Pro44.7 s64.0
13MiMo-V2.6-Flash42.8 s59.7
14Ling 3.0 Tiny42.7 s48.7
15Qwen3.7 Plus41.1 s58.5
16North Mini Code38.6 s45.9
17Grok Build 0.136.9 s54.8
18MiniMax M2.536.8 s53.6
19GLM 5.3 Flash36.7 s62.7
20MiniMax-M2.135.6 s53.8
21Grok 3 minithinking35.3 s49.4
22NewKimi K3.1 Pro34.3 s66.9
23LongCat 2.032.7 s49.4
24GLM-4.5-Air32.5 s46.6
25MiMo-V2.531.9 s54.3
26Granite 4.2 30B31.5 s48.7
27Magistral Small 1.230.9 s40.3
28GLM 5.3low28.9 s55.6
29Qwen3.5-4Bno reasoning28.0 s42.2
30Reka Flash 327.6 s38.9
31Mistral Large 427.5 s56.7
32Granite 4.2 8B27.3 s46.1
33MiniMax M327.2 s56.4
34o4-minihigh27.2 s50.1
35Claude Opus 4.1thinking27.1 s56.4
36MiniMax-M126.0 s47.5
37NewMiniMax M3.1 Flash25.4 s61.9
38Gemini 2.5 Pro24.9 s53.9
39MiniMax-M224.6 s50.8
40Granite 4.2 3B23.9 s44.8
41Gemini 3.1 Pro23.3 s60.5
42Ring-2.6-1T22.8 s49.3
43GPT-5.5 Proxhigh22.5 s65.3
44DeepSeek V3.1thinking21.9 s48.1
45Agnes 2.5 Pro Beta21.7 s59.1
46Kimi K2 Thinkingthinking20.9 s52.4
47GLM 5 Turbo20.4 s55.5
48Granite 3.3 8Bno reasoning20.2 s39.2
49DeepSeek V3.219.7 s56.6
50GLM-4.519.7 s51.7
51DeepSeek R119.5 s46.8
52Step 3.5 Flash19.2 s53.7
53Step 3.5 Flash 020218.8 s50.7
54Muse Spark 1.2xhigh18.6 s63.2
55Solar Pro 317.9 s43.2
56Mistral Medium 3.516.7 s49.4
57Nemotron 3 Super 120B A12Bthinking16.2 s50.6
58Muse Spark Openxhigh16.0 s62.0
59Command A+16.0 s50.5
60Step 3.7 Flash15.9 s51.5

Cite as: BenchLeader, “Time per task: chat reply”, data as of 25 Oct 2026, https://www.benchleader.com/leaderboards/time-chat-turn.